| #!/usr/bin/env bash |
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| set -euo pipefail |
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| MODEL="Qwen/Qwen2.5-7B-Instruct" |
| PORT=8001 |
| P1_ITER=100 |
| P2_ITER=200 |
| RESULTS_DIR="results/alphaevolve_qwen7b_$(date +%Y%m%d_%H%M%S)" |
| SINGLE="" RESUME=false SERVE=false |
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| SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" |
| ROOT="$(cd "$SCRIPT_DIR/.." && pwd)" |
| API_BASE="http://localhost:${PORT}/v1" |
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| while [[ $# -gt 0 ]]; do |
| case "$1" in |
| --serve) SERVE=true; shift ;; |
| --problem) SINGLE="$2"; shift 2 ;; |
| --resume) RESUME=true; shift ;; |
| --results-dir) RESULTS_DIR="$2"; shift 2 ;; |
| --port) PORT="$2"; API_BASE="http://localhost:${PORT}/v1"; shift 2 ;; |
| --phase1-iter) P1_ITER="$2"; shift 2 ;; |
| --phase2-iter) P2_ITER="$2"; shift 2 ;; |
| -h|--help) |
| sed -n '2,8s/^# //p' "$0"; exit 0 ;; |
| *) echo "Unknown: $1"; exit 1 ;; |
| esac |
| done |
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| PROBLEMS=( |
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| ) |
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| if $SERVE; then |
| exec python -m vllm.entrypoints.openai.api_server \ |
| --model "$MODEL" --port "$PORT" \ |
| --gpu-memory-utilization 0.90 --max-model-len 30000 \ |
| --dtype auto --trust-remote-code |
| fi |
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| for i in $(seq 1 30); do |
| curl -s "${API_BASE}/models" > /dev/null 2>&1 && break |
| echo "Waiting for vLLM at ${API_BASE}... (${i}/30)" |
| sleep 5 |
| [ "$i" -eq 30 ] && { echo "ERROR: vLLM not reachable. Start with: $0 --serve"; exit 1; } |
| done |
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| SERVED=$(curl -s "${API_BASE}/models" \ |
| | python3 -c "import sys,json; print(json.load(sys.stdin)['data'][0]['id'])" 2>/dev/null \ |
| || echo "$MODEL") |
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| if $RESUME; then |
| LATEST=$(ls -d results/alphaevolve_qwen7b_* 2>/dev/null | sort | tail -1 || true) |
| [ -n "$LATEST" ] && RESULTS_DIR="$LATEST" && echo "Resuming: ${RESULTS_DIR}" |
| fi |
| mkdir -p "$RESULTS_DIR" |
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| cat > "${RESULTS_DIR}/run_config.json" <<EOF |
| {"model":"${MODEL}","served_model":"${SERVED}","api_base":"${API_BASE}", |
| "phase1_iter":${P1_ITER},"phase2_iter":${P2_ITER},"start":"$(date -Iseconds)", |
| "host":"$(hostname)","gpu":"$(nvidia-smi --query-gpu=name,memory.total --format=csv,noheader 2>/dev/null || echo N/A)"} |
| EOF |
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| echo "" |
| echo "=== AlphaEvolve Benchmark: ${SERVED} | ${P1_ITER}+${P2_ITER} iters | ${RESULTS_DIR} ===" |
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| run_problem() { |
| local pid="$1" edir="$ROOT/examples/$2" odir="$RESULTS_DIR/$1" |
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| $RESUME && [ -f "${odir}/summary.json" ] && echo "[SKIP] $pid" && return 0 |
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| for f in initial_program.py evaluator.py config.yaml; do |
| [ -f "${edir}/$f" ] || { echo "[ERROR] $pid: missing $f"; return 1; } |
| done |
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| mkdir -p "$odir" |
| echo "" |
| echo "ββ $pid ββ" |
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| python3 "$SCRIPT_DIR/gen_phase_configs.py" \ |
| "$edir/config.yaml" "$odir" \ |
| --model "$SERVED" --api-base "$API_BASE" \ |
| --phase1-iter "$P1_ITER" --phase2-iter "$P2_ITER" |
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| [ -f "${edir}/requirements.txt" ] && pip install -q -r "${edir}/requirements.txt" 2>/dev/null || true |
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| local t0 oe_out latest_ckpt |
| t0=$(date +%s) |
| oe_out="${odir}/openevolve_output" |
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| echo "[$pid] Phase 1 (${P1_ITER} iters)..." |
| python "$ROOT/openevolve-run.py" \ |
| "${edir}/initial_program.py" "${edir}/evaluator.py" \ |
| --config "${odir}/config_phase_1.yaml" --output "$oe_out" \ |
| 2>&1 | tee "${odir}/evolution.log" |
| [ "${PIPESTATUS[0]}" -ne 0 ] && { _write_summary "$pid" "$odir" "$t0" "phase1_failed"; return 1; } |
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| latest_ckpt=$(ls -d "${oe_out}"/checkpoints/checkpoint_* 2>/dev/null | sort -V | tail -1) |
| [ -z "$latest_ckpt" ] && { _write_summary "$pid" "$odir" "$t0" "no_checkpoint"; return 1; } |
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| echo "[$pid] Phase 2 (${P2_ITER} iters)..." |
| python "$ROOT/openevolve-run.py" \ |
| "${latest_ckpt}/best_program.py" "${edir}/evaluator.py" \ |
| --config "${odir}/config_phase_2.yaml" \ |
| --checkpoint "$latest_ckpt" --output "$oe_out" \ |
| 2>&1 | tee -a "${odir}/evolution.log" |
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| local status="completed" |
| [ "${PIPESTATUS[0]}" -ne 0 ] && status="phase2_failed" |
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| local final_ckpt |
| final_ckpt=$(ls -d "${oe_out}"/checkpoints/checkpoint_* 2>/dev/null | sort -V | tail -1) |
| [ -n "$final_ckpt" ] && cp -f "${final_ckpt}"/best_program*.{py,json} "$odir/" 2>/dev/null || true |
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| _write_summary "$pid" "$odir" "$t0" "$status" |
| } |
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| _write_summary() { |
| local pid="$1" odir="$2" t0="$3" status="$4" |
| local elapsed=$(( $(date +%s) - t0 )) |
| python3 -c " |
| import json, os |
| info_path = os.path.join('$odir', 'best_program_info.json') |
| metrics = {} |
| if os.path.exists(info_path): |
| with open(info_path) as f: metrics = json.load(f).get('metrics', {}) |
| summary = {'problem':'$pid','status':'$status','elapsed_seconds':$elapsed, |
| 'elapsed_human':'${elapsed}s','best_metrics':metrics} |
| with open(os.path.join('$odir','summary.json'),'w') as f: |
| json.dump(summary, f, indent=2, default=str) |
| " |
| echo "[$pid] $status (${elapsed}s)" |
| } |
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| cd "$ROOT" |
| PASSED=0 FAILED=0 |
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| if [ -n "$SINGLE" ]; then |
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| for entry in "${PROBLEMS[@]}"; do |
| IFS='|' read -r pid ppath <<< "$entry" |
| [ "$pid" = "$SINGLE" ] && { run_problem "$pid" "$ppath" && PASSED=1 || FAILED=1; break; } |
| done |
| [ $((PASSED+FAILED)) -eq 0 ] && { |
| echo "Unknown problem: $SINGLE. Available:" |
| printf ' %s\n' "${PROBLEMS[@]%%|*}" |
| exit 1 |
| } |
| else |
| for i in "${!PROBLEMS[@]}"; do |
| IFS='|' read -r pid ppath <<< "${PROBLEMS[$i]}" |
| echo "" |
| echo "βββ [$((i+1))/${#PROBLEMS[@]}] $pid βββ" |
| run_problem "$pid" "$ppath" && PASSED=$((PASSED+1)) || FAILED=$((FAILED+1)) |
| done |
| fi |
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| echo "" |
| echo "=== Done: ${PASSED} passed, ${FAILED} failed ===" |
| echo "" |
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| python3 "$SCRIPT_DIR/analyze.py" --benchmark "$RESULTS_DIR" |
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